gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	273
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.7 KiB
Average record size in memory	107.5 B

Variable types

Numeric	8
Text	1
Categorical	3

Dataset

Description	파일 다운로드
Author	서울교통공사
URL	https://data.seoul.go.kr/dataList/OA-13294/F/1/datasetView.do

Alerts

`연번` is highly overall correlated with `호선` and 4 other fields	High correlation
`호선` is highly overall correlated with `연번` and 4 other fields	High correlation
`역번호` is highly overall correlated with `연번` and 4 other fields	High correlation
`턴스타일개집표기` is highly overall correlated with `연번` and 4 other fields	High correlation
`플랩형개집표기` is highly overall correlated with `연번` and 4 other fields	High correlation
`스피드개집표기` is highly overall correlated with `연번` and 4 other fields	High correlation
`개방형개집표기` is highly imbalanced (95.6%)	Imbalance
`엘레베이터용개집표기` is highly imbalanced (58.9%)	Imbalance
`연번` has unique values	Unique
`역번호` has unique values	Unique
`턴스타일개집표기` has 168 (61.5%) zeros	Zeros
`슬림개집표기` has 241 (88.3%) zeros	Zeros
`플랩형개집표기` has 122 (44.7%) zeros	Zeros
`표준형개집표기` has 261 (95.6%) zeros	Zeros
`스피드개집표기` has 157 (57.5%) zeros	Zeros

Reproduction

Analysis started	2024-04-29 16:50:06.752769
Analysis finished	2024-04-29 16:50:12.867241
Duration	6.11 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연번
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	273
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137

Minimum	1
Maximum	273
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1
5-th percentile	14.6
Q1	69
median	137
Q3	205
95-th percentile	259.4
Maximum	273
Range	272
Interquartile range (IQR)	136

Descriptive statistics

Standard deviation	78.952517
Coefficient of variation (CV)	0.57629575
Kurtosis	-1.2
Mean	137
Median Absolute Deviation (MAD)	68
Skewness	0
Sum	37401
Variance	6233.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.4%
181	1	0.4%
187	1	0.4%
186	1	0.4%
185	1	0.4%
184	1	0.4%
183	1	0.4%
182	1	0.4%
180	1	0.4%
206	1	0.4%
Other values (263)	263	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.4%
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	1	0.4%
6	1	0.4%
7	1	0.4%
8	1	0.4%
9	1	0.4%
10	1	0.4%

Value	Count	Frequency (%)
273	1	0.4%
272	1	0.4%
271	1	0.4%
270	1	0.4%
269	1	0.4%
268	1	0.4%
267	1	0.4%
266	1	0.4%
265	1	0.4%
264	1	0.4%

호선
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6043956

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1.6
Q1	3
median	5
Q3	6
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0339713
Coefficient of variation (CV)	0.44174557
Kurtosis	-1.1324876
Mean	4.6043956
Median Absolute Deviation (MAD)	2
Skewness	-0.091375877
Sum	1257
Variance	4.1370394
Monotonicity	Increasing

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	55	20.1%
2	46	16.8%
7	43	15.8%
6	38	13.9%
3	33	12.1%
4	26	9.5%
8	18	6.6%
1	14	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	5.1%
2	46	16.8%
3	33	12.1%
4	26	9.5%
5	55	20.1%
6	38	13.9%
7	43	15.8%
8	18	6.6%

Value	Count	Frequency (%)
8	18	6.6%
7	43	15.8%
6	38	13.9%
5	55	20.1%
4	26	9.5%
3	33	12.1%
2	46	16.8%
1	14	5.1%

역번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	273
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1619.326

Minimum	150
Maximum	2828
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	150
5-th percentile	204.6
Q1	317
median	2528
Q3	2640
95-th percentile	2814.4
Maximum	2828
Range	2678
Interquartile range (IQR)	2323

Descriptive statistics

Standard deviation	1174.3885
Coefficient of variation (CV)	0.72523289
Kurtosis	-1.922557
Mean	1619.326
Median Absolute Deviation (MAD)	283
Skewness	-0.25469603
Sum	442076
Variance	1379188.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	1	0.4%
2617	1	0.4%
2623	1	0.4%
2622	1	0.4%
2621	1	0.4%
2620	1	0.4%
2619	1	0.4%
2618	1	0.4%
2616	1	0.4%
2642	1	0.4%
Other values (263)	263	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150	1	0.4%
151	1	0.4%
152	1	0.4%
153	1	0.4%
154	1	0.4%
155	1	0.4%
156	1	0.4%
157	1	0.4%
158	1	0.4%
159	1	0.4%

Value	Count	Frequency (%)
2828	1	0.4%
2827	1	0.4%
2826	1	0.4%
2825	1	0.4%
2824	1	0.4%
2823	1	0.4%
2822	1	0.4%
2821	1	0.4%
2820	1	0.4%
2819	1	0.4%

역사명
Text

Distinct	254
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Memory size	2.3 KiB

Length

Max length	9
Median length	8
Mean length	3.2051282
Min length	2

Characters and Unicode

Total characters	875
Distinct characters	217
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	236 ?
Unique (%)	86.4%

Sample

1st row	서울역(1)
2nd row	시청(1)
3rd row	종각
4th row	종로3가(1)
5th row	종로5가

Value	Count	Frequency (%)
동대문역사문화공원	3	1.1%
노원	2	0.7%
뚝섬	2	0.7%
강남	2	0.7%
삼각지	2	0.7%
신대방	2	0.7%
합정	2	0.7%
가락시장	2	0.7%
잠실	2	0.7%
신당	2	0.7%
Other values (248)	259	92.5%

Most occurring characters

Value	Count	Frequency (%)
대	32	3.7%
구	26	3.0%
)	25	2.9%
(	25	2.9%
신	23	2.6%
동	22	2.5%
산	19	2.2%
지	15	1.7%
문	15	1.7%
로	14	1.6%
Other values (207)	659	75.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	783	89.5%
Decimal Number	34	3.9%
Close Punctuation	25	2.9%
Open Punctuation	25	2.9%
Control	6	0.7%
Space Separator	2	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	32	4.1%
구	26	3.3%
신	23	2.9%
동	22	2.8%
산	19	2.4%
지	15	1.9%
문	15	1.9%
로	14	1.8%
청	14	1.8%
원	14	1.8%
Other values (195)	589	75.2%

Decimal Number

Value	Count	Frequency (%)
3	9	26.5%
1	5	14.7%
2	5	14.7%
5	5	14.7%
4	4	11.8%
6	3	8.8%
7	2	5.9%
8	1	2.9%

Close Punctuation

Value	Count	Frequency (%)
)	25	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	25	100.0%

Control

Value	Count	Frequency (%)
	6	100.0%

Space Separator

Value	Count	Frequency (%)
	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	783	89.5%
Common	92	10.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	32	4.1%
구	26	3.3%
신	23	2.9%
동	22	2.8%
산	19	2.4%
지	15	1.9%
문	15	1.9%
로	14	1.8%
청	14	1.8%
원	14	1.8%
Other values (195)	589	75.2%

Common

Value	Count	Frequency (%)
)	25	27.2%
(	25	27.2%
3	9	9.8%
	6	6.5%
1	5	5.4%
2	5	5.4%
5	5	5.4%
4	4	4.3%
6	3	3.3%
	2	2.2%
Other values (2)	3	3.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	783	89.5%
ASCII	92	10.5%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	32	4.1%
구	26	3.3%
신	23	2.9%
동	22	2.8%
산	19	2.4%
지	15	1.9%
문	15	1.9%
로	14	1.8%
청	14	1.8%
원	14	1.8%
Other values (195)	589	75.2%

ASCII

Value	Count	Frequency (%)
)	25	27.2%
(	25	27.2%
3	9	9.8%
	6	6.5%
1	5	5.4%
2	5	5.4%
5	5	5.4%
4	4	4.3%
6	3	3.3%
	2	2.2%
Other values (2)	3	3.3%

턴스타일개집표기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7728938

Minimum	0
Maximum	51
Zeros	168
Zeros (%)	61.5%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	34.4
Maximum	51
Range	51
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	12.802217
Coefficient of variation (CV)	1.4592924
Kurtosis	0.47106842
Mean	8.7728938
Median Absolute Deviation (MAD)	0
Skewness	1.2374404
Sum	2395
Variance	163.89676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	168	61.5%
19	8	2.9%
34	5	1.8%
23	5	1.8%
20	5	1.8%
21	4	1.5%
18	4	1.5%
13	4	1.5%
16	4	1.5%
26	4	1.5%
Other values (29)	62	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	168	61.5%
3	1	0.4%
5	2	0.7%
6	1	0.4%
7	2	0.7%
9	1	0.4%
10	4	1.5%
11	2	0.7%
12	3	1.1%
13	4	1.5%

Value	Count	Frequency (%)
51	1	0.4%
49	1	0.4%
48	2	0.7%
44	1	0.4%
40	2	0.7%
38	1	0.4%
37	3	1.1%
36	1	0.4%
35	2	0.7%
34	5	1.8%

슬림개집표기
Real number (ℝ)

ZEROS

Distinct	23
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2893773

Minimum	0
Maximum	72
Zeros	241
Zeros (%)	88.3%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	16
Maximum	72
Range	72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.4453562
Coefficient of variation (CV)	3.6889316
Kurtosis	30.862114
Mean	2.2893773
Median Absolute Deviation (MAD)	0
Skewness	5.1010115
Sum	625
Variance	71.324041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	241	88.3%
7	4	1.5%
16	3	1.1%
4	3	1.1%
11	3	1.1%
28	2	0.7%
14	1	0.4%
8	1	0.4%
32	1	0.4%
40	1	0.4%
Other values (13)	13	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	241	88.3%
3	1	0.4%
4	3	1.1%
5	1	0.4%
7	4	1.5%
8	1	0.4%
9	1	0.4%
10	1	0.4%
11	3	1.1%
14	1	0.4%

Value	Count	Frequency (%)
72	1	0.4%
64	1	0.4%
40	1	0.4%
38	1	0.4%
34	1	0.4%
32	1	0.4%
30	1	0.4%
28	2	0.7%
25	1	0.4%
24	1	0.4%

플랩형개집표기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3113553

Minimum	0
Maximum	52
Zeros	122
Zeros (%)	44.7%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	14
95-th percentile	25.4
Maximum	52
Range	52
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	9.4815096
Coefficient of variation (CV)	1.1407898
Kurtosis	2.3851137
Mean	8.3113553
Median Absolute Deviation (MAD)	8
Skewness	1.3050468
Sum	2269
Variance	89.899025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	122	44.7%
8	15	5.5%
16	13	4.8%
12	12	4.4%
10	12	4.4%
14	11	4.0%
9	9	3.3%
11	9	3.3%
18	8	2.9%
19	8	2.9%
Other values (21)	54	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	122	44.7%
6	5	1.8%
7	7	2.6%
8	15	5.5%
9	9	3.3%
10	12	4.4%
11	9	3.3%
12	12	4.4%
13	7	2.6%
14	11	4.0%

Value	Count	Frequency (%)
52	1	0.4%
49	1	0.4%
41	1	0.4%
35	1	0.4%
34	1	0.4%
32	1	0.4%
31	2	0.7%
30	2	0.7%
29	1	0.4%
28	2	0.7%

표준형개집표기
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58241758

Minimum	0
Maximum	32
Zeros	261
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	32
Range	32
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.4844168
Coefficient of variation (CV)	5.9826779
Kurtosis	51.229461
Mean	0.58241758
Median Absolute Deviation (MAD)	0
Skewness	7.0065296
Sum	159
Variance	12.14116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	261	95.6%
5	2	0.7%
2	2	0.7%
14	1	0.4%
32	1	0.4%
13	1	0.4%
27	1	0.4%
23	1	0.4%
25	1	0.4%
4	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	261	95.6%
2	2	0.7%
4	1	0.4%
5	2	0.7%
7	1	0.4%
13	1	0.4%
14	1	0.4%
23	1	0.4%
25	1	0.4%
27	1	0.4%

Value	Count	Frequency (%)
32	1	0.4%
27	1	0.4%
25	1	0.4%
23	1	0.4%
14	1	0.4%
13	1	0.4%
7	1	0.4%
5	2	0.7%
4	1	0.4%
2	2	0.7%

개방형개집표기
Categorical

IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 KiB

0	271
5	1
19	1

Length

Max length	2
Median length	1
Mean length	1.003663
Min length	1

Unique

Unique	2 ?
Unique (%)	0.7%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	271	99.3%
5	1	0.4%
19	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	271	99.3%
5	1	0.4%
19	1	0.4%

스피드개집표기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1831502

Minimum	0
Maximum	6
Zeros	157
Zeros (%)	57.5%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5797925
Coefficient of variation (CV)	1.3352426
Kurtosis	-0.026973571
Mean	1.1831502
Median Absolute Deviation (MAD)	0
Skewness	1.0420438
Sum	323
Variance	2.4957445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	157	57.5%
2	46	16.8%
4	29	10.6%
3	23	8.4%
1	12	4.4%
6	4	1.5%
5	2	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	57.5%
1	12	4.4%
2	46	16.8%
3	23	8.4%
4	29	10.6%
5	2	0.7%
6	4	1.5%

Value	Count	Frequency (%)
6	4	1.5%
5	2	0.7%
4	29	10.6%
3	23	8.4%
2	46	16.8%
1	12	4.4%
0	157	57.5%

우대자용개집표기
Categorical

Distinct	5
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	2.3 KiB

0	148
2	66
4	47
6	10
8	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	148	54.2%
2	66	24.2%
4	47	17.2%
6	10	3.7%
8	2	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	148	54.2%
2	66	24.2%
4	47	17.2%
6	10	3.7%
8	2	0.7%

엘레베이터용개집표기
Categorical

IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 KiB

0	240
1	18
2	15

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	240	87.9%
1	18	6.6%
2	15	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	240	87.9%
1	18	6.6%
2	15	5.5%

Heatmap
Table

	연번	호선	역번호	턴스타일개집표기	슬림개집표기	플랩형개집표기	표준형개집표기	개방형개집표기	스피드개집표기	우대자용개집표기	엘레베이터용개집표기
연번	1.000	0.922	0.916	0.714	0.292	0.596	0.129	0.000	0.628	0.723	0.269
호선	0.922	1.000	0.994	0.645	0.464	0.624	0.185	0.000	0.639	0.591	0.344
역번호	0.916	0.994	1.000	0.708	0.349	0.726	0.000	0.012	0.690	0.472	0.231
턴스타일개집표기	0.714	0.645	0.708	1.000	0.000	0.490	0.000	0.000	0.773	0.603	0.152
슬림개집표기	0.292	0.464	0.349	0.000	1.000	0.000	0.418	0.000	0.414	0.000	0.000
플랩형개집표기	0.596	0.624	0.726	0.490	0.000	1.000	0.000	0.000	0.582	0.649	0.447
표준형개집표기	0.129	0.185	0.000	0.000	0.418	0.000	1.000	0.000	0.095	0.592	0.000
개방형개집표기	0.000	0.000	0.012	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
스피드개집표기	0.628	0.639	0.690	0.773	0.414	0.582	0.095	0.000	1.000	0.478	0.248
우대자용개집표기	0.723	0.591	0.472	0.603	0.000	0.649	0.592	0.000	0.478	1.000	0.176
엘레베이터용개집표기	0.269	0.344	0.231	0.152	0.000	0.447	0.000	0.000	0.248	0.176	1.000

Heatmap
Table

	우대자용개집표기	엘레베이터용개집표기	개방형개집표기
우대자용개집표기	1.000	0.133	0.000
엘레베이터용개집표기	0.133	1.000	0.000
개방형개집표기	0.000	0.000	1.000

Heatmap
Table

	연번	호선	역번호	턴스타일개집표기	슬림개집표기	플랩형개집표기	표준형개집표기	스피드개집표기	개방형개집표기	우대자용개집표기	엘레베이터용개집표기
연번	1.000	0.989	0.996	-0.767	-0.394	0.786	-0.085	-0.834	0.000	0.380	0.164
호선	0.989	1.000	0.983	-0.769	-0.396	0.792	-0.076	-0.835	0.000	0.413	0.231
역번호	0.996	0.983	1.000	-0.773	-0.402	0.784	-0.088	-0.838	0.012	0.397	0.221
턴스타일개집표기	-0.767	-0.769	-0.773	1.000	0.162	-0.764	-0.070	0.910	0.000	0.290	0.089
슬림개집표기	-0.394	-0.396	-0.402	0.162	1.000	-0.365	0.152	0.438	0.000	0.000	0.000
플랩형개집표기	0.786	0.792	0.784	-0.764	-0.365	1.000	-0.108	-0.825	0.000	0.443	0.218
표준형개집표기	-0.085	-0.076	-0.088	-0.070	0.152	-0.108	1.000	-0.031	0.000	0.431	0.000
스피드개집표기	-0.834	-0.835	-0.838	0.910	0.438	-0.825	-0.031	1.000	0.000	0.330	0.170
개방형개집표기	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
우대자용개집표기	0.380	0.413	0.397	0.290	0.000	0.443	0.431	0.330	0.000	1.000	0.133
엘레베이터용개집표기	0.164	0.231	0.221	0.089	0.000	0.218	0.000	0.170	0.000	0.133	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	연번	호선	역번호	역사명	턴스타일개집표기	슬림개집표기	표준형개집표기	스피드개집표기	우대자용개집표기
0	1	1	150	서울역(1)	29	16	14	4	4
1	2	1	151	시청(1)	0	64	0	4	0
2	3	1	152	종각	37	11	0	5	0
3	4	1	153	종로3가(1)	34	0	0	4	0
4	5	1	154	종로5가	31	0	0	3	0
5	6	1	155	동대문(1)	25	0	0	3	0
6	7	1	156	신설동(1)	23	11	0	4	0
7	8	1	157	제기동	20	0	0	2	0
8	9	1	158	청량리	36	0	0	3	0
9	10	1	159	동묘앞	12	0	0	2	0

	연번	호선	역번호	역사명	플랩형개집표기	표준형개집표기	우대자용개집표기	엘레베이터용개집표기
263	264	8	2819	문정	17	0	2	0
264	265	8	2820	장지	17	0	2	0
265	266	8	2821	복정	8	0	2	0
266	267	8	2822	산성	11	0	2	0
267	268	8	2823	남한산성입구	13	0	4	1
268	269	8	2824	단대오거리	13	0	2	2
269	270	8	2825	신흥	6	0	2	0
270	271	8	2826	수진	9	0	2	0
271	272	8	2827	모란	6	0	4	1
272	273	8	2828	남위례	0	7	4	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Close Punctuation

Open Punctuation

Control

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample